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Andy Jassy took the role of Amazon's CEO five years ago. He recently
plac=
ed a series of expensive bets on AI that are
audacious=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0
Si=
gn Up [1] |Advertise [2]|View Online [3]=20
=09=09TLDR=20
=09=09TOGET=
HER WITH [SerpApi] [4]
TLDR 2026-05-18
GIVE ANY AI AGENT ACCESS =
TO GOOGLE SEARCH WITH SERPAPI -- SPECIAL
OFFER FOR TLDR (SPONSOR) [4]=20
=
Agents are smarter when they can search the web. But Google doesn't
o=
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it?=
Meet the worst-kept secret in the AI industry: the SerpApi web search=
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=F0=9F=91=89 Used by Perplexity, NVIDIA, Uber, Adobe, and even the=
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=F0=9F=93=B1=20
BIG TECH & STARTUPS
=
ANDY JASSY IS REWRITING AMAZON'S PLAYBOOK FOR THE AI AGE (30 MINUTE
R=
EAD) [5]=20
Andy Jassy took the role of Amazon's CEO five years ago. He=
recently
placed a series of expensive bets on AI that are audacious even=
by
Silicon Valley standards. In his time, he has killed projects and cut=
staff, pleasing Wall Street, and now he has to steer the tech giant
th=
rough its greatest challenge yet. This article tells the story of
Jassy's=
tenure at Amazon.=20
FOR SPACEX, THE STAKES OF THIS WEEK'S STARSHIP RO=
CKET TEST FLIGHT ARE
SKY-HIGH (5 MINUTE READ) [6]=20
SpaceX plans to =
launch the newest version of its Starship rocket on
Tuesday during a laun=
ch window that opens at 6:30 PM ET. The flight
plan will be similar to pr=
evious Starship test launches. The most
recent test flight was seven mont=
hs ago. Starship has undergone major
redesigns and is now bigger, more po=
werful, and a step closer to being
fully reusable.=20
=F0=9F=9A=80=20
=
SCIENCE & FUTURISTIC TECHNOLOGY
A REVOLUTIONARY CANCER TREATMENT C=
OULD TRANSFORM AUTOIMMUNE DISEASE
(15 MINUTE READ) [7]=20
CAR T cell =
therapy was originally designed to target and wipe out
cancer by reprogra=
mming patients' immune cells. It is now being
offered to patients in clin=
ical trials for autoimmune conditions.
There's still uncertainty about ho=
w well the treatment works for
autoimmunity and how any benefits might la=
st, as well as what
long-term side effects might arise. Another major cha=
llenge is that
the therapy can cost hundreds of thousands of dollars afte=
r accounting
for hospital stays, cell engineering, and other expenses. =
RUBIN TRACKS SKYSCRAPER-SIZE ASTEROIDS, FAILED SUPERNOVAS, AND
INT=
ERSTELLAR VISITORS (12 MINUTE READ) [8]=20
The Vera C. Rubin Observator=
y is designed to study the universe in
greater detail than ever before. I=
t is expected to discover a million
asteroids, thousands of comets, and b=
illions of stars and galaxies in
its first year alone. The facility has b=
egun collecting preliminary
images and astronomers are poring over the in=
itial data. Scientists
have already been able to make new discoveries wit=
h its first images
despite the images still not being as sharp as expecte=
d and the
observatory still requiring a final tuning.=20
=F0=9F=92=
=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE
YOUR API LATENCY BENCHMA=
RK IS LYING TO YOU (SPONSOR) [9]=20
P50 response time tells you almost =
nothing about performance. The
metric that actually matters [9] has to ac=
count for recall, grounding
rate, re-query rate, and integration overhead=
. Fast-and-wrong is
slower than you think. Read the full breakdown from Y=
ou.com [9]=20
ZERO (GITHUB REPO) [10]=20
Zero is a systems programm=
ing language for agents that provides small
native tools, explicit effect=
s, predictable memory, and structured
compiler output. The language is st=
ill experimental and not stable
yet, but it is in a stage where users can=
try it out and provide
feedback. Practical examples are available for us=
ers to learn the
language with.=20
HOW I USE LLMS AS A STAFF ENGINEER=
IN 2026 (11 MINUTE READ) [11]=20
Agents have gotten really good in the=
last fifteen months. They can
now be used for real work with light super=
vision. AI can now be used
for writing code changes, investigating and fi=
xing bugs, research in
large code bases, manual testing, and more. It sti=
ll isn't suitable
for writing public communications, unreviewed code, or =
testing UIs,
but its capabilities are improving quickly.=20
=
=F0=9F=8E=81=20
MISCELLANEOUS
HOW TO ENTER SIDE DOORS (17 MINUTE R=
EAD) [12]=20
Many people try to gain employment through the front door:=
they find
a job advertisement, send their resume, and hope that someone =
on the
other side notices them. Most people don't realize there are other=
entrances into the building. Conversations at parties, warm
introducti=
ons, cold emails, and visible proof of work are viable
alternatives. Some=
times, it's about creating a signal that attracts
the exact person who ne=
eds it.=20
THE SIGMOIDS WON'T SAVE YOU (8 MINUTE READ) [13]=20
The =
idea that all exponentials eventually become sigmoids might not
be necess=
arily true for AI. There are several examples of exponentials
that don't =
end up becoming sigmoids (or haven't yet), for example, the
decline in bi=
rth rates or solar power deployment. Things that are
currently happening =
are more likely to continue happening than not. AI
is unlikely to stop pr=
ogressing on all fronts anytime soon.=20
=E2=9A=A1=20
QUICK LINKS
=
BE TLDR'S FIRST VP MARKETING ($300K-$400K, FULLY REMOTE) [14]=20
TL=
DR is hiring a VP of Marketing to scale growth, pipeline, and brand
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s 8M+ subscribers, 13 newsletters, and advertisers like AWS,
Google Cloud=
, Microsoft, and Anthropic. Apply here [15].=20
AGENT HOOKS: DETERMINIS=
TIC CONTROL FOR AGENT WORKFLOWS (18 MINUTE
READ) [16]=20
Hooks make a=
gent workflows more dependable by implementing tests,
policies, logs, and=
completion gates as deterministic parts of the
workflow.=20
GIT IS N=
OT FINE (13 MINUTE READ) [17]=20
Git has been behind the state of the a=
rt for a while now, prompting
companies like Meta to develop better in-ho=
use systems.=20
UBER TURNS ON WAYMO AS IT POURS $10B+ INTO OWNING ROBOT=
AXI
ALTERNATIVES (5 MINUTE READ) [18]=20
Waymo's rapid scaling to 400=
,000 rides per week proved that AV
operators might not need Uber at all, =
so Uber is pivoting to asset
ownership to avoid being cut out entirely. =
PER-USER PRICING DOESN'T WORK FOR EMBEDDED ANALYTICS (SPONSOR) [19] =
The more your product succeeds, the more the invoice hurts? Not
an=
ymore. Reveal is the embedded analytics SDK with flat pricing,
predictabl=
e costs, and AI that drives better engagement. See how [20]=20
DOMAIN K=
NOWLEDGE IS THE LEVERAGE (3 MINUTE READ) [21]=20
It is becoming apparen=
t that understanding the domain and how it
connects to the program is val=
uable, which is why spec-driven
development is now in the spotlight.=20
=
NATIVE ALL THE WAY, UNTIL YOU NEED TEXT (3 MINUTE READ) [22]=20
Swi=
ftUI & Apple's native SDKs are constraints when it comes to
building rich=
text rendering for long-form chats.=20
I STRONGLY BELIEVE THERE ARE EN=
TIRE COMPANIES RIGHT NOW UNDER HEAVY
AI PSYCHOSIS (2 MINUTE READ) [23] =
Changes are happening so fast that nobody is noticing the underlying=
architecture decaying, and people are denying that this is an issue
be=
cause they are focusing on the wrong metrics.=20
Love TLDR? Tell your fr=
iends and get rewards!
Share your referral link below with friends to=
get free TLDR swag!=20
https://refer.tldr.tech/66662a80/ [24]=20
=
=09=09 Track your referrals here. [25]=20
Want to advertise in TLDR? =
=F0=9F=93=B0
If your company is interested in reaching an audience of=
tech
executives, decision-makers and engineers, you may want to ADVERTIS=
E
WITH US [26].=20
Want to work at TLDR? =F0=9F=92=BC
APPLY HERE=
[27], CREATE YOUR OWN ROLE [28] or send a friend's resume
to jobs@tldr.t=
ech and get $1k if we hire them! TLDR is one of INC.'S
BEST BOOTSTRAPPED =
BUSINESSES [29] of 2025.=20
If you have any comments or feedback, just =
respond to this email!=20
Thanks for reading,=20
Dan Ni [30] & Stephen F=
landers [31]=20
Manage your subscriptions [32] to our other newsletters=
on tech,
startups, and programming. Or if TLDR isn't for you, please
u=
nsubscribe [33].=20
=20
Links:
------
[1]
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p?utm_source=3Dtldr
[2]
https://advertise.tldr.tech/?utm_source=3Dtldr&ut= m_medium=3Dnewsletter&utm_campaign=3Dadvertisetopnav
[3]
https://a.tldrne= wsletter.com/web-version?ep=3D1&lc=3D265280dc-d4e0-11f0-a661-1b9fa34a893d&p= =3Dc7e2658a-5289-11f1-a369-a9f237e17c00&pt=3Dcampaign&t=3D1779099950&s=3D26= 0dc734cde63996c0991cc842dd31d204e63d74bda631d34138163aec5296d4
[4] https:=
//serpapi.com/?utm_source=3Dtldr_newsletter
[5]
https://links.tldrnewslet=
ter.com/utfJ7P
[6]
https://www.nbcnews.com/science/space/spacex-starship-= rocket-test-flight-high-stakes-rcna343891?utm_source=3Dtldrnewsletter
[7]=
https://arstechnica.com/science/2026/05/a-revolutionary-cancer-treatment-c= ould-transform-autoimmune-disease/?utm_source=3Dtldrnewsletter
[8] https:= //www.quantamagazine.org/rubin-tracks-skyscraper-size-asteroids-failed-supe= rnovas-and-interstellar-visitors-20260515/?utm_source=3Dtldrnewsletter
[9=
]
https://you.com/resources/why-api-latency-alone-is-a-misleading-metric-do= wnload?utm_campaign=3D34319961-TLDR_tech_Q1&utm_source=3Dexternal-newslette= r&utm_medium=3Demail&utm_term=3Dtldr_secondary_5.18&utm_content=3Dtldr_seco= ndary_5.18
[10]
https://github.com/vercel-labs/zero?utm_source=3Dtldrnews=
letter
[11]
https://www.seangoedecke.com/how-i-use-llms-in-2026/?utm_sour= ce=3Dtldrnewsletter
[12]
https://velvetnoise.substack.com/p/how-to-enter-= side-doors?utm_source=3Dtldrnewsletter
[13]
https://www.astralcodexten.co= m/p/the-sigmoids-wont-save-you?utm_source=3Dtldrnewsletter
[14]
https://j= obs.ashbyhq.com/tldr.tech/9a1d9022-357b-4774-86b2-468e8b3665c5?utm_source= =3Dtldrnewsletter
[15]
https://jobs.ashbyhq.com/tldr.tech/9a1d9022-357b-4=
774-86b2-468e8b3665c5
[16]
https://nader.substack.com/p/agent-hooks-deter= ministic-control?utm_source=3Dtldrnewsletter
[17]
https://www.billjings.c= om/posts/title/git-is-not-fine/?utm_source=3Dtldrnewsletter
[18]
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[22] https:/= /justsitandgrin.im/posts/native-all-the-way-until-you-need-text/?utm_source= =3Dtldrnewsletter
[23]
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[25]
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https://jobs.ashbyhq.com/tldr.tech
[28]
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yhq.com/tldr.tech/c227b917-a6a4-40ce-8950-d3e165357871
[29]
https://www.l= inkedin.com/feed/update/urn:li:activity:7401699691039830016/
[30] https:/=
/twitter.com/tldrdan
[31]
https://twitter.com/SteveFlanders22
[32] http=
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[33] https= ://a.tldrnewsletter.com/unsubscribe?ep=3D1&l=3Dcfa2d55a-b7be-11e8-a3c9-06b7= 9b628af2&lc=3D265280dc-d4e0-11f0-a661-1b9fa34a893d&p=3Dc7e2658a-5289-11f1-a= 369-a9f237e17c00&pt=3Dcampaign&pv=3D4&spa=3D1779098444&t=3D1779099950&s=3D2= 856b3735e8a7964c11403e59f8553406617978d241b4d7ebb706384da74f497
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Andy Jassy=
took the role of Amazon's CEO five years ago. He recently placed a se= ries of expensive bets on AI that are audacious =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80= =8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C </div>
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<a href=3D"
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mg src=3D"
https://images.tldr.tech/serpapi.png" valign=3D"middle" style=3D"= vertical-align: middle !important; height: 100%;" alt=3D"SerpApi"></a></td>= </tr></tbody></table>
<table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr= ><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0;=
<div style=3D"text-align: center;">
<h1><strong>TLDR <span id=3D"date">2026-05-18</span></strong></h1>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fserpapi.com%2F%3Futm_source=3Dtldr_newsletter/2/0100019= e3a9edc95-e1b31aa9-6951-432b-8a6f-1e6d323ae7c4-000000/tAZRIGCIdvnV721bgJeW7= z5Kj0iccgEN80P6zn5dwrI=3D452">
<span>
<strong>Give any AI agent access to=
Google search with SerpApi -- special offer for TLDR (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Agents are smarter when they can search=
the web. But Google doesn't offer an API for web search results... so how = are AI companies doing it?<p></p><p>Meet the worst-kept secret in the AI in= dustry: the SerpApi <a href=3D"
https://tracking.tldrnewsletter.com/CL0/http= s:%2F%2Fserpapi.com%2F%3Futm_source=3Dtldr_newsletter/3/0100019e3a9edc95-e1= b31aa9-6951-432b-8a6f-1e6d323ae7c4-000000/lgTjNn1EEFuN71njK4XF1yVcJk1-GQQRm= PnAXivk0KY=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><s= pan>web search API</span></a>:</p>
<p>=F0=9F=91=89 Scrape Google and other search engines (including AI overvi= ews, Maps, Local, Shopping, and Knowledge Graph)</p>
<p>=F0=9F=91=89 Integrate with a dead-simple GET request that any agent can=
make.</p>
<p>=F0=9F=91=89 Used by Perplexity, NVIDIA, Uber, Adobe, and even the Unite=
d Nations.</p>
<p>Special offer for TLDR: Reach out via chat/email to claim <a href=3D"htt= ps://tracking.tldrnewsletter.com/CL0/https:%2F%2Fserpapi.com%2F%3Futm_sourc= e=3Dtldr_newsletter/4/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1e6d323ae7c4= -000000/JB1TtJTE6Mpe3Pa0Igj3asdaWY1MoEkzYfm1nSYdpBA=3D452" rel=3D"noopener = noreferrer nofollow" target=3D"_blank"><span>3 months at 50% discount</span= ></a> (for new customers), or <a href=3D"
https://tracking.tldrnewsletter.co= m/CL0/https:%2F%2Fserpapi.com%2F%3Futm_source=3Dtldr_newsletter/5/0100019e3= a9edc95-e1b31aa9-6951-432b-8a6f-1e6d323ae7c4-000000/_f26rWqtpAQeHnXUVfYoypi= qbF52zMG9sS4aCS37GHE=3D452" rel=3D"noopener noreferrer nofollow" target=3D"= _blank"><span>start with 250 free credits/month</span></a>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =93=B1</span></div></div>
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<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Big Tech & Startups</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FutfJ7P/1/0100019e3a9edc95-e1= b31aa9-6951-432b-8a6f-1e6d323ae7c4-000000/0uzZ_VA--F58SGah-ODDmqEQr7U0dFKHf= jA-oVJbWig=3D452">
<span>
<strong>Andy Jassy Is Rewriting Ama= zon's Playbook for the AI Age (30 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Andy Jassy took the role of Amazon's CE=
O five years ago. He recently placed a series of expensive bets on AI that = are audacious even by Silicon Valley standards. In his time, he has killed = projects and cut staff, pleasing Wall Street, and now he has to steer the t= ech giant through its greatest challenge yet. This article tells the story =
of Jassy's tenure at Amazon.
</span>
</span>
</div>
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.nbcnews.com%2Fscience%2Fspace%2Fspacex-starship-roc= ket-test-flight-high-stakes-rcna343891%3Futm_source=3Dtldrnewsletter/1/0100= 019e3a9edc95-e1b31aa9-6951-432b-8a6f-1e6d323ae7c4-000000/3A0mllXAiEapJO-_xz= IewUMlMNkzThlnV2CSMbCElC4=3D452">
<span>
<strong>For SpaceX, the stakes of t= his week's Starship rocket test flight are sky-high (5 minute read)</strong=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
SpaceX plans to launch the newest versi=
on of its Starship rocket on Tuesday during a launch window that opens at 6= :30 PM ET. The flight plan will be similar to previous Starship test launch= es. The most recent test flight was seven months ago. Starship has undergon=
e major redesigns and is now bigger, more powerful, and a step closer to be= ing fully reusable.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
</div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Science & Futuristic Technology</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Farstechnica.com%2Fscience%2F2026%2F05%2Fa-revolutionary= -cancer-treatment-could-transform-autoimmune-disease%2F%3Futm_source=3Dtldr= newsletter/1/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1e6d323ae7c4-000000/Q= UX3Hi2lTWudTwNsK_ZT2K2ALImT3Qky1TkoEAFu37Q=3D452">
<span>
<strong>A revolutionary cancer trea= tment could transform autoimmune disease (15 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
CAR T cell therapy was originally desig= ned to target and wipe out cancer by reprogramming patients' immune cells. =
It is now being offered to patients in clinical trials for autoimmune condi= tions. There's still uncertainty about how well the treatment works for aut= oimmunity and how any benefits might last, as well as what long-term side e= ffects might arise. Another major challenge is that the therapy can cost hu= ndreds of thousands of dollars after accounting for hospital stays, cell en= gineering, and other expenses.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.quantamagazine.org%2Frubin-tracks-skyscraper-size-a= steroids-failed-supernovas-and-interstellar-visitors-20260515%2F%3Futm_sour= ce=3Dtldrnewsletter/1/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1e6d323ae7c4= -000000/VOtG1sE973ZVV3bx_pTugVbOo7h_vms-4Nq7imSV-xw=3D452">
<span>
<strong>Rubin Tracks Skyscraper-Siz=
e Asteroids, Failed Supernovas, and Interstellar Visitors (12 minute read)<= /strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The Vera C. Rubin Observatory is design=
ed to study the universe in greater detail than ever before. It is expected=
to discover a million asteroids, thousands of comets, and billions of star=
s and galaxies in its first year alone. The facility has begun collecting p= reliminary images and astronomers are poring over the initial data. Scienti= sts have already been able to make new discoveries with its first images de= spite the images still not being as sharp as expected and the observatory s= till requiring a final tuning.
</span>
</span>
</div>
</td></tr></tbody></table>
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<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =92=BB</span></div></div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Programming, Design & Data Science</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fyou.com%2Fresources%2Fwhy-api-latency-alone-is-a-mislea= ding-metric-download%3Futm_campaign=3D34319961-TLDR_tech_Q1%26utm_source=3D= external-newsletter%26utm_medium=3Demail%26utm_term=3Dtldr_secondary_5.18%2= 6utm_content=3Dtldr_secondary_5.18/1/0100019e3a9edc95-e1b31aa9-6951-432b-8a= 6f-1e6d323ae7c4-000000/RExBto6sd5wUNPDJ-PEtLZV4T2udTZet68LwJsd5j70=3D452">
<span>
<strong>Your API Latency Benchmark =
Is Lying to You (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
P50 response time tells you almost noth= ing about performance. <a href=3D"
https://tracking.tldrnewsletter.com/CL0/h= ttps:%2F%2Fyou.com%2Fresources%2Fwhy-api-latency-alone-is-a-misleading-metr= ic-download%3Futm_campaign=3D34319961-TLDR_tech_Q1%26utm_source=3Dexternal-= newsletter%26utm_medium=3Demail%26utm_term=3Dtldr_secondary_5.18%26utm_cont= ent=3Dtldr_secondary_5.18/2/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1e6d32= 3ae7c4-000000/qE4oMduc_nfVD52trfzaqL-cf6_zs2uxWq7oK9dBj3o=3D452" rel=3D"noo= pener noreferrer nofollow" target=3D"_blank"><span>The metric that actually=
matters</span></a> has to account for recall, grounding rate, re-query rat=
e, and integration overhead. Fast-and-wrong is slower than you think. <a hr= ef=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fyou.com%2Fresourc= es%2Fwhy-api-latency-alone-is-a-misleading-metric-download%3Futm_campaign= =3D34319961-TLDR_tech_Q1%26utm_source=3Dexternal-newsletter%26utm_medium=3D= email%26utm_term=3Dtldr_secondary_5.18%26utm_content=3Dtldr_secondary_5.18/= 3/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1e6d323ae7c4-000000/OtHkwfWYwrm7= VaAu8awRnAFpv-gdKI1fQ2hOv-NQlTQ=3D452" rel=3D"noopener noreferrer nofollow"=
target=3D"_blank"><span>Read the full breakdown from You.com</span></a> </span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgithub.com%2Fvercel-labs%2Fzero%3Futm_source=3Dtldrnews= letter/1/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1e6d323ae7c4-000000/seDhc= 0i-eYxRC8mLImMmZV69wk7LRN-g_WxJV3mEuNE=3D452">
<span>
<strong>Zero (GitHub Repo)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Zero is a systems programming language = for agents that provides small native tools, explicit effects, predictable = memory, and structured compiler output. The language is still experimental = and not stable yet, but it is in a stage where users can try it out and pro= vide feedback. Practical examples are available for users to learn the lang= uage with.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.seangoedecke.com%2Fhow-i-use-llms-in-2026%2F%3Futm_= source=3Dtldrnewsletter/1/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1e6d323a= e7c4-000000/sRJt4L_fgR1L3qRZ-D8Z35bNuVPYcnSWnVZ63I9jjnw=3D452">
<span>
<strong>How I use LLMs as a staff e= ngineer in 2026 (11 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Agents have gotten really good in the l= ast fifteen months. They can now be used for real work with light supervisi= on. AI can now be used for writing code changes, investigating and fixing b= ugs, research in large code bases, manual testing, and more. It still isn't=
suitable for writing public communications, unreviewed code, or testing UI=
s, but its capabilities are improving quickly.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =8E=81</span></div></div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
</div>
</td></tr></tbody></table>
<table bgcolor=3D"" style=3D"table-layout: fixed; width: 100%;" width=3D"10= 0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci= ng:0;margin:0;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fvelvetnoise.substack.com%2Fp%2Fhow-to-enter-side-doors%= 3Futm_source=3Dtldrnewsletter/1/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1e= 6d323ae7c4-000000/UwbAjFdIZ8eo1SJrmArFhz3bjKAzl3eY6p_J0lfROwY=3D452">
<span>
<strong>How to enter side doors (17=
minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Many people try to gain employment thro= ugh the front door: they find a job advertisement, send their resume, and h= ope that someone on the other side notices them. Most people don't realize = there are other entrances into the building. Conversations at parties, warm=
introductions, cold emails, and visible proof of work are viable alternati= ves. Sometimes, it's about creating a signal that attracts the exact person=
who needs it.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.astralcodexten.com%2Fp%2Fthe-sigmoids-wont-save-you= %3Futm_source=3Dtldrnewsletter/1/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1= e6d323ae7c4-000000/cKh2IBcfH6nENQpMOBd9mWcFyjyd4hARXZrN_c2UG2A=3D452">
<span>
<strong>The Sigmoids Won't Save You=
(8 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The idea that all exponentials eventual=
ly become sigmoids might not be necessarily true for AI. There are several = examples of exponentials that don't end up becoming sigmoids (or haven't ye= t), for example, the decline in birth rates or solar power deployment. Thin=
gs that are currently happening are more likely to continue happening than = not. AI is unlikely to stop progressing on all fronts anytime soon.
</span>
</span>
</div>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
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<h1><strong>Quick Links</strong></h1>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech%2F9a1d9022-357b-4774-86b2-= 468e8b3665c5%3Futm_source=3Dtldrnewsletter/1/0100019e3a9edc95-e1b31aa9-6951= -432b-8a6f-1e6d323ae7c4-000000/O3XAxzPUBBY_UeWqYY3q1PUm-jmMvAJCh4-LMuZAVZw= =3D452">
<span>
<strong>Be TLDR's first VP Marketin=
g ($300k-$400k, Fully Remote)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
TLDR is hiring a VP of Marketing to sca=
le growth, pipeline, and brand across 8M+ subscribers, 13 newsletters, and = advertisers like AWS, Google Cloud, Microsoft, and Anthropic. <a href=3D"ht= tps://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.t= ech%2F9a1d9022-357b-4774-86b2-468e8b3665c5/1/0100019e3a9edc95-e1b31aa9-6951= -432b-8a6f-1e6d323ae7c4-000000/jVHNRi_A12BLLN2Zp60CHxu2PFf5ziE5ks4Ei3RTqGs= =3D452" rel=3D"noopener noreferrer" target=3D"_blank"><span>Apply here</spa= n></a>.
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fnader.substack.com%2Fp%2Fagent-hooks-deterministic-cont= rol%3Futm_source=3Dtldrnewsletter/1/0100019e3a9edc95-e1b31aa9-6951-432b-8a6= f-1e6d323ae7c4-000000/OU6Z96rNi6OYnOTEigp-XHH6-XwloT4Knppo9ElvlKM=3D452">
<span>
<strong>Agent Hooks: Deterministic = Control for Agent Workflows (18 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Hooks make agent workflows more dependa= ble by implementing tests, policies, logs, and completion gates as determin= istic parts of the workflow.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.billjings.com%2Fposts%2Ftitle%2Fgit-is-not-fine%2F%= 3Futm_source=3Dtldrnewsletter/1/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1e= 6d323ae7c4-000000/XpqDbsV_eQDN7eD8D7l_Fd2_3D4CSgj7HGY5E780-a4=3D452">
<span>
<strong>Git Is Not Fine (13 minute = read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Git has been behind the state of the ar=
t for a while now, prompting companies like Meta to develop better in-house=
systems.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Felectrek.co%2F2026%2F05%2F15%2Fuber-turns-on-waymo-10-b= illion-robotaxi-alternatives%2F%3Futm_source=3Dtldrnewsletter/1/0100019e3a9= edc95-e1b31aa9-6951-432b-8a6f-1e6d323ae7c4-000000/SJPtpeuc_uaYQJ1MdQLyWFmf3= xYE4RQP45UZkYHS6Mo=3D452">
<span>
<strong>Uber turns on Waymo as it p= ours $10B+ into owning robotaxi alternatives (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Waymo's rapid scaling to 400,000 rides = per week proved that AV operators might not need Uber at all, so Uber is pi= voting to asset ownership to avoid being cut out entirely.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.revealbi.io%3Futm_source=3Dtldrnewsletter/1/0100019= e3a9edc95-e1b31aa9-6951-432b-8a6f-1e6d323ae7c4-000000/CnQZp0weJCTPFpESLFItU= 2i42jokAhRvDMrIcVf1uQc=3D452">
<span>
<strong>Per-user pricing doesn't wo=
rk for embedded analytics (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The more your product succeeds, the mor=
e the invoice hurts? Not anymore. Reveal is the embedded analytics SDK with=
flat pricing, predictable costs, and AI that drives better engagement. <a = href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.revealbi.io= /1/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1e6d323ae7c4-000000/G3L9R00RpaS= djJlbADVRQL8o3041MVPTStxAKPT7u0k=3D452" rel=3D"noopener noreferrer nofollow=
" target=3D"_blank"><span>See how</span></a>
</span>
</span>
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flog.beshr.com%2Fdomain-knowledge-is-the-leverage%2F%3Fu= tm_source=3Dtldrnewsletter/1/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1e6d3= 23ae7c4-000000/q7fgIrdDtgu0i3S4EOYymYiWEy1ceJHmuNNyEKK1f-s=3D452">
<span>
<strong>Domain Knowledge Is the Lev= erage (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
It is becoming apparent that understand= ing the domain and how it connects to the program is valuable, which is why=
spec-driven development is now in the spotlight.
</span>
</span>
</div>
</td></tr></tbody></table>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fjustsitandgrin.im%2Fposts%2Fnative-all-the-way-until-yo= u-need-text%2F%3Futm_source=3Dtldrnewsletter/1/0100019e3a9edc95-e1b31aa9-69= 51-432b-8a6f-1e6d323ae7c4-000000/3d0WfJ2f_9bEwP9anT58StsUVt4HjzhTFSQ4daHAGC= 4=3D452">
<span>
<strong>Native all the way, until y=
ou need text (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
SwiftUI & Apple's native SDKs are c= onstraints when it comes to building rich text rendering for long-form chat=
s.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fthreadreaderapp.com%2Fthread%2F2055380239711457578.html= %3Futm_source=3Dtldrnewsletter/1/0100019e3a9edc95-e1b31aa9-6951-432b-8a6f-1= e6d323ae7c4-000000/UF2fTLdPMu5cTnktsn1zZzKHvbr4YAjc6dHcPRkUn38=3D452">
<span>
<strong>I strongly believe there ar=
e entire companies right now under heavy AI psychosis (2 minute read)</stro=
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Changes are happening so fast that nobo=
dy is noticing the underlying architecture decaying, and people are denying=
that this is an issue because they are focusing on the wrong metrics.
</span>
</span>
</div>
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